We read Myntra's shoe-rack shelf on 30 September 2026 - 46 tiles, 40 of them shoe racks - and every single one prints its own tier count, so the unit price is computable for all of them. The prices barely move: Rs. 480 to Rs. 1,082, a 2.3x spread. The rate per tier moves four times as much: Rs. 88.30 to Rs. 360.70. The dearest rack on the shelf holds three tiers; the cheapest rate belongs to a nine-tier rack at Rs. 795. And 19 of the 40 listings are just eight racks sold in several colours - four tiles are the same Rs. 619 Fabura, publishing 22 ratings, 7, none and none. Which feedback you see depends on which colour you click. Twenty-four racks seated, every price read the same day.

We read Flipkart's mattress shelf on 29 September 2026 - 242 distinct listings from Rs. 740 to Rs. 45,790 - and priced every one by the sleeping area it publishes. The rate runs Rs. 39 to Rs. 1,526 a square foot, a thirty-nine-fold spread, against a median of Rs. 283. The floor is cotton: 19 cotton and gadda listings at a median Rs. 50 a square foot, against Rs. 287 for the 221 foam, latex and spring ones - a different product, not a better price. The badge runs backwards against the rate, 70% on cotton and 41% on foam. Two listings state dimensions no mattress could have - one Double is filed as 6 inch by 4 inch - and two sellers badge their whole ranges at a single figure, 22 listings all at 56% and 15 showing only 25% and 26%.

We read Flipkart's chair shelf on 28 September 2026 - 153 distinct listings from Rs. 2,099 to Rs. 69,990, with 25 seated here. The 68 gaming chairs cost a median Rs. 12,716 against Rs. 4,761 for the 85 office and study chairs - 2.67 times - while carrying a smaller median badge, 49.5% against 64%. And 31 of the 68 gaming chairs publish no rating at all, against four of the 85 office chairs. One chair sells at Rs. 4,749 on three listings that share 1,859 ratings and state three different MRPs, advertised as 81%, 76% and 75% off. Five listings sell at exactly Rs. 13,022 under four seller names, badged 31% to 41%. Two chairs are discounted by one rupee.

We read both bedsheet shelves on the same morning, 28 September 2026 - 68 listings on Flipkart and 49 on Myntra. Flipkart's median price is Rs. 335 and not one of its 68 listings costs more than Rs. 585. Myntra's median is Rs. 681, with 27 of its 49 above that ceiling and five over Rs. 1,000. Both shelves inflate the strike-through: Flipkart's median stated MRP is 5.20 times its price, Myntra's 4.01, and no bedsheet on either site sold at its stated MRP. Only one brand appears on both shelves, so no like-for-like is possible - and Flipkart's apparent five-times feedback advantage shrinks once you notice one rating count sitting on nine separate listings.

We read 203 listings across six of Myntra's non-apparel shelves on 28 September 2026. Home furnishing shows a median discount badge of 62%; men's grooming shows 11.5%. But three of those six medians are not describing a category at all. ARMORO holds 25 of the 32 storage listings - three product names across 25 tiles, seventeen of them at exactly 14% off. The other seven listings have a median badge of 79%. SWASUM holds eleven identical kitchen tiles, all at Rs. 399 and exactly 33% off. And the two shelves a single seller has filled are the two where almost nobody has left a rating: 3 of 32 each, against 28 of 32 on men's innerwear.

We read 78 curtain and cookware listings on tatacliq.com on 28 September 2026, priced Rs. 326 to Rs. 17,425. The 32 listings from Prestige, Hawkins, Bergner and Borosil carry a median discount badge of 20%. The other 46, overwhelmingly curtains, carry 48% - and the cookware is the dearer half. Hawkins is the tightest brand in the read: its ten badges are 2, 10, 12, 12 and 13 per cent six times, and one 5 litre cooker is discounted by Rs. 51. The clincher is DDecor, a furnishing house whose six curtain listings show only 10% and 25%. And the whole shelf is nearly unrated: 40 of 78 listings publish a rating, at a median count of two.

Amazon has confirmed the Great Indian Festival 2026 starts on 8 October, and its early-deals page is already live, with SBI debit and credit cards named for a 10% instant discount. Every early-deal shelf is capped at around Rs. 1,000, so we swept Electronics, Home & Kitchen and Fashion & Beauty on 26 September and kept only branded products with real ratings behind them. Twenty-two picks made it, from the boAt Rockerz 255 Pro+ at Rs. 999 (over two lakh ratings) and Logitech's silent M240 mouse to Puma slides at Rs. 799, an 18-jar Solimo pantry set at Rs. 459 and Rs. 79 Halonix Diwali lights. Every price, MRP, rating and review count was read from the product page the same day.

Flipkart prints the shelf count on every wall shelf listing, in the grey subtitle under the title. We read 249 distinct listings on 26 September 2026 and divided. The median comes to Rs. 99 a shelf. The cheapest is Rs. 14.38 — eight shelves for Rs. 115, with 1,659 ratings. The dearest is Rs. 1,688, which buys one shelf and carries three ratings. Single-unit listings cost a median Rs. 151 a shelf against Rs. 63.75 for a four-piece set. Fifty-four listings from 45 different brands declare the same Rs. 999 MRP while selling from Rs. 89 to Rs. 695, and one seller publishes the same 807 ratings on three listings at three prices.

We read Myntra's own listing data for four home decor paths on 26 September 2026 and kept the 96 listings that are genuinely decor. Nine are badged at 80% off or more and seven at 10% or less — and both groups contain ceramic vases and wooden photo frames. Art Street lists Rs. 399 vases against a stated MRP of Rs. 3,000 and a Rs. 499 frame set against Rs. 4,000, all four unrated, while Pure Home and Living sells vases at Rs. 999 and Rs. 1,149 at no discount and Home Centre's frames sit at a flat 10% off. Photo frames are the least-reviewed part of the shelf: 20 of 32 publish no rating, against 10 of 34 vases.

We read AJIO's own search API for candles, vases, cushion covers and home decor on 26 September 2026: 166 distinct listings with prices, stated MRPs and badges. Not one of the 166 publishes a rating — no star average, no count, no reviews — while Myntra's decor shelf, read the same morning, rated 62 of 96. With no feedback signal, the badge is the only number that looks like information, and it is set by brand: Home Centre a median 10% off across 15 listings, Cortina 71% across ten. The useful number is the piece count — cushion covers run Rs. 105 to Rs. 2,159 a piece, and candles Rs. 95 to Rs. 649.

We read Amazon's puja shelf on 26 September 2026 - 126 listings across five queries, each returning a selling price and a stated MRP, with 23 seated here. The finding is that the aisle you are standing in decides the discount badge: diya sets show a median 76% off, brass idols and thali sets 50%, samagri kits 45% and incense just 18%. The aisle with the smallest badges carries the most evidence - all 26 incense listings publish a rating, the largest sample being 13,944, while ten of the 22 samagri kits publish none at all. One label prints a single Rs. 1,999 MRP across four different Rs. 999 thali sets, and two listings we declined to seat declare exactly one hundred times what they charge.

We read Myntra's watch listings on 25 September 2026 — 80 in all, 64 of them ordinary wristwatches — and sorted them by whether the brand makes watches for a living. The 27 from Titan, Zoop, Casio, Sonata, Fastrack and Timex have a median discount of 0%, with 18 at exactly zero and not one above 50%. The other 37 have a median of 72%, with 25 at 70% or more. Both groups sell in the same money: Anouk's Rs. 1,831 watch wears a 72% badge off a stated Rs. 6,497, while Titan's Rs. 1,995 wears none. And this is not just a new-seller effect: Casio's 0%-off Vintage carries 25,967 ratings, WROGN's 76%-off analogue carries 16,341.

We read the watch shelves at AJIO, Myntra and Tata CLiQ on the same morning, 25 September 2026 — 194 listings. They are not three versions of one shelf. Myntra's median watch is Rs. 995, AJIO's Rs. 1,400, Tata CLiQ's Rs. 2,984; Myntra has 42 listings under Rs. 1,000 and none over Rs. 5,000, while Tata CLiQ has none under Rs. 1,000 and eight over Rs. 10,000. The sharpest difference is not price: not one of AJIO's 80 listings publishes a rating, against 66 of 80 on Myntra. And the watch houses hold their prices on both shops that stock them — Titan is at 0% off on Myntra and 3% on AJIO.

We read Tata CLiQ's candle, vase and wall art listings on 25 September 2026 - 78 with a price and a stated MRP, 57 of them at or under Rs. 2,000, and 21 seated here. This is a shelf with almost nothing published on it: only 17 of the 57 carry a rating at all, ten of those rest on exactly one rating, and the largest sample anywhere is 20. With no evidence to compare on, the badge does as it pleases: two bud vases Rs. 7 apart in price wear badges of 6% and 78%, because one declares an MRP of Rs. 299 and the other Rs. 1,300. Across the shelf the declared multiple runs from 1.07 times the selling price to 5.79 times, and it tracks the label, not the object.

We read Tata CLiQ's bedsheet, curtain, doormat and cushion results on 24 September 2026 — 79 listings with a selling price and a stated MRP. Fifty-four publish no rating at all, and the largest rating count on the entire shelf is twelve. Of the 25 rated listings, twelve are rated by one person and twelve show a perfect 5.0. Two HOSTA HOMES mats show 1.0 — also from one rating each. Meanwhile sixteen listings are sold as sets, so the ticket is not the price of a curtain: Bianca's faux silk pair at Rs. 326 is Rs. 163 a curtain, the cheapest here. And the badges repeat exactly — eight HOSTA HOMES listings declare precisely 2.72 times their price and all show 63% off.